{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Positive vs. Negative Sentiment Classification\n",
    "\n",
    "Here we demonstrate how to explain a sentiment classification model for movie reviews. positive vs. negative sentim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datasets\n",
    "import numpy as np\n",
    "import transformers\n",
    "\n",
    "import shap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the IMDB movie review dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reusing dataset imdb (/home/slundberg/.cache/huggingface/datasets/imdb/plain_text/1.0.0/90099cb476936b753383ba2ae6ab2eae419b2e87f71cd5189cb9c8e5814d12a3)\n"
     ]
    }
   ],
   "source": [
    "dataset = datasets.load_dataset(\"imdb\", split=\"test\")\n",
    "\n",
    "# shorten the strings to fit into the pipeline model\n",
    "short_data = [v[:500] for v in dataset[\"text\"][:20]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and run a sentiment analysis pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[{'label': 'NEGATIVE', 'score': 0.0012035118415951729},\n",
       "  {'label': 'POSITIVE', 'score': 0.9987965226173401}],\n",
       " [{'label': 'NEGATIVE', 'score': 0.002218781039118767},\n",
       "  {'label': 'POSITIVE', 'score': 0.9977812170982361}]]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier = transformers.pipeline(\"sentiment-analysis\", return_all_scores=True)\n",
    "classifier(short_data[:2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explain the sentiment analysis pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define the explainer\n",
    "explainer = shap.Explainer(classifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# explain the predictions of the pipeline on the first two samples\n",
    "shap_values = explainer(short_data[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_wpbiqfwqeotgbjysbvuf_ind_0').style.opacity = 1; document.getElementById('_fs_wpbiqfwqeotgbjysbvuf_ind_0').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_wpbiqfwqeotgbjysbvuf_ind_0').style.opacity = 0; document.getElementById('_fs_wpbiqfwqeotgbjysbvuf_ind_0').style.opacity = 0;\"> </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-1.939 / 49</div><div id='_tp_wpbiqfwqeotgbjysbvuf_ind_1'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.46397306397306387); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_wpbiqfwqeotgbjysbvuf_ind_1').style.opacity = 1; document.getElementById('_fs_wpbiqfwqeotgbjysbvuf_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_wpbiqfwqeotgbjysbvuf_ind_1').style.opacity = 0; document.getElementById('_fs_wpbiqfwqeotgbjysbvuf_ind_1').style.opacity = 0;\">i went and saw this movie last night after being coaxed to by a few friends of mine . i ' ll admit that i was reluctant to see it because from what i knew of ashton kutcher he was only able to do comedy . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.27 / 28</div><div id='_tp_wpbiqfwqeotgbjysbvuf_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.29843533372945136); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_wpbiqfwqeotgbjysbvuf_ind_2').style.opacity = 1; document.getElementById('_fs_wpbiqfwqeotgbjysbvuf_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_wpbiqfwqeotgbjysbvuf_ind_2').style.opacity = 0; document.getElementById('_fs_wpbiqfwqeotgbjysbvuf_ind_2').style.opacity = 0;\">i was wrong . kutcher played the character of jake fischer very well , and kevin costner played ben randall with such professionalism . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>4.179 / 21</div><div 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document.getElementById('_fs_ijktricavzosccpmbqjp_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_1').style.opacity = 0; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_1').style.opacity = 0;\">actor turned director bill paxton follows up his promising debut , the gothic - horror \" frailty \" , with this family friendly sports drama about the 1913 u . s . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.359 / 19</div><div id='_tp_ijktricavzosccpmbqjp_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.32208358090711037); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 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'inline';}\"onmouseover=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_3').style.opacity = 1; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_3').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_3').style.opacity = 0; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_3').style.opacity = 0;\">idol in what was dubbed as \" the greatest game ever played . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.275 / 41</div><div id='_tp_ijktricavzosccpmbqjp_ind_4'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_4').style.opacity = 1; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_4').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_4').style.opacity = 0; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_4').style.opacity = 0;\">\" i ' m no fan of golf , and these scrappy underdog sports flicks are a dime a dozen ( most recently done to grand effect with \" miracle \" and \" cinderella man \" ) , </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.733 / 10</div><div id='_tp_ijktricavzosccpmbqjp_ind_5'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.41667656961774624); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_5').style.opacity = 1; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_5').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_5').style.opacity = 0; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_5').style.opacity = 0;\">but some how this film was enthralli </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div><div id='_tp_ijktricavzosccpmbqjp_ind_6'style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_6').style.opacity = 1; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_6').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ijktricavzosccpmbqjp_ind_6').style.opacity = 0; document.getElementById('_fs_ijktricavzosccpmbqjp_ind_6').style.opacity = 0;\"> </div></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.text(shap_values[:, :, \"POSITIVE\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wrap the pipeline manually\n",
    "\n",
    "SHAP requires tensor outputs from the classifier, and explanations works best in additive spaces so we transform the probabilities into logit values (information values instead of probabilites)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a TransformersPipeline wrapper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pmodel = shap.models.TransformersPipeline(classifier, rescale_to_logits=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00120351, 0.99879652],\n",
       "       [0.00221878, 0.99778122]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmodel(short_data[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-6.72130722,  6.72133589],\n",
       "       [-6.10857607,  6.10857523]])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmodel = shap.models.TransformersPipeline(classifier, rescale_to_logits=True)\n",
    "pmodel(short_data[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<br/><b>0th instance:</b><br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25 L 20 25 L 20 -9\" fill=\"#ffffff\" style=\"stroke:rgb(255,255,255);stroke-width:2\" />  </svg></g><g transform=\"translate(-6.0,0)\">  <svg x=\"91.66666573757993%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" />  </svg></g><rect x=\"76.68712523507334%\" y=\"40\" height=\"20\" width=\"14.979540502506595%\"      onmouseover=\"document.getElementById('_tp_wzwoffclivdfawkcvabr_ind_1').style.textDecoration = 'underline';document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_1').style.opacity = 1;document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_1').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_wzwoffclivdfawkcvabr_ind_1').style.textDecoration = 'none';document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_1').style.opacity = 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26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_0').style.opacity = 1; document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_0').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_0').style.opacity = 0; document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_0').style.opacity = 0;\"> </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-1.939 / 49</div><div id='_tp_wzwoffclivdfawkcvabr_ind_1'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.46397306397306387); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_1').style.opacity = 1; document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_1').style.opacity = 0; document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_1').style.opacity = 0;\">i went and saw this movie last night after being coaxed to by a few friends of mine . i ' ll admit that i was reluctant to see it because from what i knew of ashton kutcher he was only able to do comedy . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.27 / 28</div><div id='_tp_wzwoffclivdfawkcvabr_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.29843533372945136); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_2').style.opacity = 1; document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_wzwoffclivdfawkcvabr_ind_2').style.opacity = 0; document.getElementById('_fs_wzwoffclivdfawkcvabr_ind_2').style.opacity = 0;\">i was wrong . kutcher played the character of jake fischer very well , and kevin costner played ben randall with such professionalism . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>4.179 / 21</div><div 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style=\"stroke:rgb(208, 230, 250);stroke-width:2\" />  </svg></g><rect x=\"71.9530003843159%\" y=\"40\" height=\"20\" width=\"2.1265917311977773%\"      onmouseover=\"document.getElementById('_tp_tbuqjcghjkhajdvtjmxh_ind_4').style.textDecoration = 'underline';document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 1;document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_tbuqjcghjkhajdvtjmxh_ind_4').style.textDecoration = 'none';document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 0;document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><rect x=\"74.07959211551368%\" y=\"40\" height=\"20\" width=\"1.1632737937361526e-06%\"      onmouseover=\"document.getElementById('_tp_tbuqjcghjkhajdvtjmxh_ind_0').style.textDecoration = 'underline';document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 1;document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_tbuqjcghjkhajdvtjmxh_ind_0').style.textDecoration = 'none';document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 0;document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.0</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_0'style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_0').style.opacity = 0;\"> </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.885 / 33</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_1'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.44820756585462457); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_1').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_1').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_1').style.opacity = 0;\">actor turned director bill paxton follows up his promising debut , the gothic - horror \" frailty \" , with this family friendly sports drama about the 1913 u . s . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.359 / 19</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.32208358090711037); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_2').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_2').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_2').style.opacity = 0;\">open where a young american caddy rises from his humble background to play against his bristish </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.612 / 13</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_3'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.3851455733808676); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_3').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_3').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_3').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_3').style.opacity = 0;\">idol in what was dubbed as \" the greatest game ever played . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.275 / 41</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_4'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_4').style.opacity = 0;\">\" i ' m no fan of golf , and these scrappy underdog sports flicks are a dime a dozen ( most recently done to grand effect with \" miracle \" and \" cinderella man \" ) , </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.733 / 10</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_5'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.41667656961774624); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_5').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_5').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_5').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_5').style.opacity = 0;\">but some how this film was enthralli </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div><div id='_tp_tbuqjcghjkhajdvtjmxh_ind_6'style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_6').style.opacity = 1; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_6').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_tbuqjcghjkhajdvtjmxh_ind_6').style.opacity = 0; document.getElementById('_fs_tbuqjcghjkhajdvtjmxh_ind_6').style.opacity = 0;\"> </div></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explainer2 = shap.Explainer(pmodel)\n",
    "shap_values2 = explainer2(short_data[:2])\n",
    "shap.plots.text(shap_values2[:, :, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pass a tokenizer as the masker object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<br/><b>0th instance:</b><br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25 L 20 25 L 20 -9\" fill=\"#ffffff\" style=\"stroke:rgb(255,255,255);stroke-width:2\" />  </svg></g><g transform=\"translate(-6.0,0)\">  <svg x=\"91.66666573757993%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" />  </svg></g><rect x=\"76.68712523507334%\" y=\"40\" height=\"20\" width=\"14.979540502506595%\"      onmouseover=\"document.getElementById('_tp_nbpxlfhxtvzimmolntvr_ind_1').style.textDecoration = 'underline';document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 1;document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_nbpxlfhxtvzimmolntvr_ind_1').style.textDecoration = 'none';document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 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26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_0').style.opacity = 1; document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_0').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_0').style.opacity = 0; document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_0').style.opacity = 0;\"> </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-1.939 / 49</div><div id='_tp_nbpxlfhxtvzimmolntvr_ind_1'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.46397306397306387); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 1; document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 0; document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_1').style.opacity = 0;\">i went and saw this movie last night after being coaxed to by a few friends of mine . i ' ll admit that i was reluctant to see it because from what i knew of ashton kutcher he was only able to do comedy . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.27 / 28</div><div id='_tp_nbpxlfhxtvzimmolntvr_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.29843533372945136); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_2').style.opacity = 1; document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_nbpxlfhxtvzimmolntvr_ind_2').style.opacity = 0; document.getElementById('_fs_nbpxlfhxtvzimmolntvr_ind_2').style.opacity = 0;\">i was wrong . kutcher played the character of jake fischer very well , and kevin costner played ben randall with such professionalism . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>4.179 / 21</div><div 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l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(0.0, 138.56128015770724, 250.76166088685727);stroke-width:2\" />  </svg></g><g transform=\"translate(-4,0)\">  <svg x=\"74.07959211551368%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(0.0, 138.56128015770724, 250.76166088685727);stroke-width:2\" />  </svg></g><rect transform=\"translate(0,0)\" x=\"71.9530003843159%\" y=\"40\" width=\"8\" height=\"18\" style=\"fill:rgb(0.0, 138.56128015770724, 250.76166088685727)\"/><g transform=\"translate(-6.0,0)\">  <svg x=\"74.07959327878747%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25 L 20 25 L 20 -9\" fill=\"#ffffff\" style=\"stroke:rgb(255,255,255);stroke-width:2\" />  </svg></g><g transform=\"translate(-6.0,0)\">  <svg x=\"74.07959211551368%\" y=\"40\" height=\"18\" overflow=\"visible\" width=\"30\">    <path d=\"M 8 -9 l -6 18 L 8 25\" fill=\"none\" style=\"stroke:rgb(208, 230, 250);stroke-width:2\" />  </svg></g><rect x=\"71.9530003843159%\" y=\"40\" height=\"20\" width=\"2.1265917311977773%\"      onmouseover=\"document.getElementById('_tp_gxywnohictdzavzcqflm_ind_4').style.textDecoration = 'underline';document.getElementById('_fs_gxywnohictdzavzcqflm_ind_4').style.opacity = 1;document.getElementById('_fb_gxywnohictdzavzcqflm_ind_4').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_gxywnohictdzavzcqflm_ind_4').style.textDecoration = 'none';document.getElementById('_fs_gxywnohictdzavzcqflm_ind_4').style.opacity = 0;document.getElementById('_fb_gxywnohictdzavzcqflm_ind_4').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /><rect x=\"74.07959211551368%\" y=\"40\" height=\"20\" width=\"1.1632737937361526e-06%\"      onmouseover=\"document.getElementById('_tp_gxywnohictdzavzcqflm_ind_0').style.textDecoration = 'underline';document.getElementById('_fs_gxywnohictdzavzcqflm_ind_0').style.opacity = 1;document.getElementById('_fb_gxywnohictdzavzcqflm_ind_0').style.opacity = 1;\"      onmouseout=\"document.getElementById('_tp_gxywnohictdzavzcqflm_ind_0').style.textDecoration = 'none';document.getElementById('_fs_gxywnohictdzavzcqflm_ind_0').style.opacity = 0;document.getElementById('_fb_gxywnohictdzavzcqflm_ind_0').style.opacity = 0;\" style=\"fill:rgb(0,0,0,0)\" /></svg><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.0</div><div id='_tp_gxywnohictdzavzcqflm_ind_0'style='display: inline; background: rgba(54.70588235294111, 122.49411764705886, 213.40784313725496, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_0').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_0').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_0').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_0').style.opacity = 0;\"> </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.885 / 33</div><div id='_tp_gxywnohictdzavzcqflm_ind_1'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.44820756585462457); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_1').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_1').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_1').style.opacity = 0;\">actor turned director bill paxton follows up his promising debut , the gothic - horror \" frailty \" , with this family friendly sports drama about the 1913 u . s . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.359 / 19</div><div id='_tp_gxywnohictdzavzcqflm_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.32208358090711037); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_2').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_2').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_2').style.opacity = 0;\">open where a young american caddy rises from his humble background to play against his bristish </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.612 / 13</div><div id='_tp_gxywnohictdzavzcqflm_ind_3'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.3851455733808676); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_3').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_3').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_3').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_3').style.opacity = 0;\">idol in what was dubbed as \" the greatest game ever played . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.275 / 41</div><div id='_tp_gxywnohictdzavzcqflm_ind_4'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_4').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_4').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_4').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_4').style.opacity = 0;\">\" i ' m no fan of golf , and these scrappy underdog sports flicks are a dime a dozen ( most recently done to grand effect with \" miracle \" and \" cinderella man \" ) , </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.733 / 10</div><div id='_tp_gxywnohictdzavzcqflm_ind_5'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.41667656961774624); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_5').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_5').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_5').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_5').style.opacity = 0;\">but some how this film was enthralli </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>0.0</div><div id='_tp_gxywnohictdzavzcqflm_ind_6'style='display: inline; background: rgba(230.2941176470614, 26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_6').style.opacity = 1; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_6').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_gxywnohictdzavzcqflm_ind_6').style.opacity = 0; document.getElementById('_fs_gxywnohictdzavzcqflm_ind_6').style.opacity = 0;\"> </div></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explainer2 = shap.Explainer(pmodel, classifier.tokenizer)\n",
    "shap_values2 = explainer2(short_data[:2])\n",
    "shap.plots.text(shap_values2[:, :, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build a Text masker explicitly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<br/><b>0th instance:</b><br/>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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26.505882352939775, 102.59215686274348, 0.0); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_vhwztqgjffxrmwfkfjeu_ind_0').style.opacity = 1; document.getElementById('_fs_vhwztqgjffxrmwfkfjeu_ind_0').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_vhwztqgjffxrmwfkfjeu_ind_0').style.opacity = 0; document.getElementById('_fs_vhwztqgjffxrmwfkfjeu_ind_0').style.opacity = 0;\"> </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-1.939 / 49</div><div id='_tp_vhwztqgjffxrmwfkfjeu_ind_1'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.46397306397306387); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_vhwztqgjffxrmwfkfjeu_ind_1').style.opacity = 1; document.getElementById('_fs_vhwztqgjffxrmwfkfjeu_ind_1').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_vhwztqgjffxrmwfkfjeu_ind_1').style.opacity = 0; document.getElementById('_fs_vhwztqgjffxrmwfkfjeu_ind_1').style.opacity = 0;\">i went and saw this movie last night after being coaxed to by a few friends of mine . i ' ll admit that i was reluctant to see it because from what i knew of ashton kutcher he was only able to do comedy . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.27 / 28</div><div id='_tp_vhwztqgjffxrmwfkfjeu_ind_2'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.29843533372945136); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_vhwztqgjffxrmwfkfjeu_ind_2').style.opacity = 1; document.getElementById('_fs_vhwztqgjffxrmwfkfjeu_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_vhwztqgjffxrmwfkfjeu_ind_2').style.opacity = 0; document.getElementById('_fs_vhwztqgjffxrmwfkfjeu_ind_2').style.opacity = 0;\">i was wrong . kutcher played the character of jake fischer very well , and kevin costner played ben randall with such professionalism . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>4.179 / 21</div><div 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'inline';}\"onmouseover=\"document.getElementById('_fb_ugxjnehbkevnyrpajbff_ind_2').style.opacity = 1; document.getElementById('_fs_ugxjnehbkevnyrpajbff_ind_2').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ugxjnehbkevnyrpajbff_ind_2').style.opacity = 0; document.getElementById('_fs_ugxjnehbkevnyrpajbff_ind_2').style.opacity = 0;\">open where a young american caddy rises from his humble background to play against his bristish </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>1.612 / 13</div><div id='_tp_ugxjnehbkevnyrpajbff_ind_3'style='display: inline; background: rgba(255.0, 13.0, 87.0, 0.3851455733808676); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 'inline';}\"onmouseover=\"document.getElementById('_fb_ugxjnehbkevnyrpajbff_ind_3').style.opacity = 1; document.getElementById('_fs_ugxjnehbkevnyrpajbff_ind_3').style.opacity = 1;\"onmouseout=\"document.getElementById('_fb_ugxjnehbkevnyrpajbff_ind_3').style.opacity = 0; document.getElementById('_fs_ugxjnehbkevnyrpajbff_ind_3').style.opacity = 0;\">idol in what was dubbed as \" the greatest game ever played . </div></div><div style='display: inline; text-align: center;'><div style='display: none; color: #999; padding-top: 0px; font-size: 12px;'>-0.275 / 41</div><div id='_tp_ugxjnehbkevnyrpajbff_ind_4'style='display: inline; background: rgba(30.0, 136.0, 229.0, 0.06195286195286191); border-radius: 3px; padding: 0px'onclick=\"if (this.previousSibling.style.display == 'none') {this.previousSibling.style.display = 'block';this.parentNode.style.display = 'inline-block';} else {this.previousSibling.style.display = 'none';this.parentNode.style.display = 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "masker = shap.maskers.Text(classifier.tokenizer)\n",
    "explainer2 = shap.Explainer(pmodel, masker)\n",
    "shap_values2 = explainer2(short_data[:2])\n",
    "shap.plots.text(shap_values2[:, :, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore how the Text masker works"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 7)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "masker.shape(\"I like this movie.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array(['i like this movie .'], dtype='<U19'),)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_args = masker(np.array([True, True, True, True, True, True, True]), \"I like this movie.\")\n",
    "model_args"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-8.90780458,  8.90742142]])"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmodel(*model_args)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array(['i [MASK] [MASK] movie .'], dtype='<U23'),)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_args = masker(np.array([True, True, False, False, True, True, True]), \"I like this movie.\")\n",
    "model_args"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-3.72092204,  3.72092316]])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmodel(*model_args)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "masker2 = shap.maskers.Text(classifier.tokenizer, mask_token=\"...\", collapse_mask_token=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array(['i . . . movie .'], dtype='<U15'),)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_args2 = masker2(np.array([True, True, False, False, True, True, True]), \"I like this movie.\")\n",
    "model_args2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-3.20818664,  3.20818753]])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmodel(*model_args2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot summary statistics and bar charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Partition explainer: 21it [00:11,  1.76it/s]                        \n"
     ]
    }
   ],
   "source": [
    "# explain the predictions of the pipeline on the first two samples\n",
    "shap_values = explainer(short_data[:20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 401,
       "width": 754
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values[0, :, \"POSITIVE\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 401,
       "width": 649
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values[:, :, \"POSITIVE\"].mean(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mq9uGF0oCAAAAAKwjTARwwyksLNwuyXryNICSkpI1Vz8aDOSFI9471NcnGJeCxN4eS7bpx6VuVbd6b3vOmGz9n9QwjKv/HwAAAPz/7N15WFvXgTbw92pF7IjF7GBsDMbGKxhjgx1jm02iSTxZ2qaT5mszTTpp06RNptN0mq2TySRtmrRNmrbpTDvdm7TOwuYtXuJ9wWCDscFgs+8gFiGxSLrfH0JYxhIWi43jvL/n0WNx7jnnnotAmJdzzyEiIpoy3uZMREQ3xP5Ga5iYFe049gvzErAkwPp8b8M1S2MSERERERHRLYhhItFtLCMj4wlBEMSSkpKNAKDT6aS2jUtsD9u6ghM3PMnOzk5PTEys8Pf3H5XL5aK7u/t42qPVapUZGRlPLl++vDQ0NNSgUqlEqVQqenl5WebPn9+1fv363+Tl5cmvN74NGzb8KCoqqtfd3V10c3MTQ0JCDCkpKR9ptVrVZO2cbcBiWxuyoaHBBwDOnz+/YOL1rl+//jcT60+2lqRWq/VJSUn5ICIiot/Dw8Mil8tFX19fU3x8fN3mzZsfddZu4uczJydn5bJly8rUavWoXC4Xvb29zfHx8fWZmZma632ePo06BkV0Ga3Pl/g7r5fgbw0aK7tvwqCIiIiIiIhoxnibMxFdY/PmzY8ePXr0baPROF4ml1/JBru6uv58/PjxbRPb6fV6Qa/X+9fV1X01Ojr6bq1Wu7CgoEDn6ByJiYkVFRUVS+zL2traVG1tbXmRkZGtYWFh+bN3RdOTnZ29rqSkZF9XV5fCvryvr0/a19cXVVVV9fbKlSsfKi0tXTtZP1u3bv2nY8eOvavX68f/gDMwMCCpqqqKrKurK9i6desDu3fv/vONuo650Dp45Xmop/MbkkM9bfU5M5GIiIiIiOjTgGEi0W3Mw8Pjrdzc3L+0trZuLy0tXefr62tet25dmH0dQRAME9uVlJS86ebmZlq9evUvPT09/xeAxWAw3Gs7LpFIhhYsWNAeHBz8kZub2xG5XF4BwDg6Orqqu7v7scrKypS6ujq1j4/PHgCrJ/afmpr6N1uQGBER0bdw4cJn3dzcikwm0+KOjo7nz549u2pgYODzU73e4OBgTW5urmd5eXl1Y2Ojd3x8/OWYmJjUCdfb60pfWq3Wp7S0dG9XV5dCJpNh2bJlBwICAv5LKpXWDQ0NaWpqap5vbGz0LisrS0lJSfng+PHjdznrq6Sk5K9ubm7mlStXvuHh4fE7AJK+vr6nT5069cDw8DAqKyvfAXBbhYmDo1eeqyb5SeM+dkw/cmPHQ0RERERERLODYSLRbSw/P38UQHtSUtIoYN20orCwsP167cxms5CamrqyuLi43K74jO3JkSNHHnDS9ByAP2zatOnf9+/f//L58+dXaTSasMLCwmZbBa1W63fmzJl7ASAsLEy/bNmysIKCAts8thoA+cnJybtOnTq1dWpXC4z1MxgVFSUCgCAIFleu15HOzs4/dHR0KAFg7dq1bx08ePAbdoertVrtrwG0NDY2epeWlt6Zm5sbU1RUdMlRX6IoCsnJyYuLiopq7Iq/lJqaqjh27Ni9LS0t7pmZmXm7du2a89mYLx6x4MWj09sV+btrBLyULgUA2M8zFLhTChERERER0W2DayYS0TUSEhIKJwSJU7Jv377/9vT0FEdGRmAwGL5sf6yvr+85o9EoAMCiRYu+Zxckjps3b16ej4+Pebrnnw11dXWZABAREdE/IUgEYA0u4+LiHgGA0dFR6HS6l531lZCQ8IcJQSIAQK1WP217bjAY8mZn5DNjEUWYRUz7YeNpt2KmYfTa84wfG1ut0lPhvA4RERERERHdOjgzkYiu4ePj88716mg0mrCurq6329ra0nt6eryNRqPEbL42/zMajSvtP+7v798IAO7u7qKHh8dbjvouKCgYTkxMrOrr60uY5iXMSG5uboxtVmJISMg+Z/V27979V39//9/39PTIdTqd03UTvb29HV5nYWFhvZeXl6jX64WRkZEwR3Wm4tChQwCAtLS0aZc/v16KLeLM+7GthQgALXoRiYGCw/otemtZiIcwK+MHgJraGhzSd8y4H2dma5wsZznLWc5ylrOc5SxnOctZPtXyW4Ioinzwwcdt/li9evV+AKKfn5/JWZ1169b9Bta7U0WNRuM3WX9bt27N8/HxMdnqT/ZISkrabd924cKFrQDE8PDw/snOkZKS8r6tj4nHsrKy0mzHNm3a9MTE45GRkb0AxMWLF9dM5/OyZcuW+23933HHHc9M1oez67H/fGq1Wrmz9n5+fiYA4urVq/fOwmt9Swl4c1TEj0bF106andZZ+ltrnaf3m2Z8vqhfWft6u9T5+VxxstUi4kejot3XHxERERER0a1gzvMFURQ5M5GIruVsB2YA0Gq1yrKysr/39fVJlUolli5dus/Hx+evCoXipEQi6QIwAgBHjhxp7u3tlYqiKLdvbzKZFAAgk8kmufkVkEgkfbNwKdNisVjUduPomayuTCYzAsDIyIjTG3XH1q68nttu2YlNEQLeqxaxu07Et5OuPd48IOJcl/X55kgurEhERERERPRpwDCRiKZkcHDw8c7OTgUApKam/vu+fftecVTP3d1d6qhcJpONAIDJZJI7Om5jsVh8ZjrW6bIPEO2DRUdMJpMKABQKBfcjnuCLi61h4q56EWc6RCwPujow/MkpC0QAIR7AJoaJREREREREnwq33UwYIrqxDAZDGmBd89BZkJiTk5NkNBodtnd3d28DgJ6eHs+8vDynCdLg4OCiWRjutMjl8pPC2BbERqMxebK6Op3OHwA8PDyczub8rLpzoYCUEMAiAnd/aMaxFusOLcMmEa+dtOCN09aPX1gvgUJ67ZdC9K9NEH5swkPFjvfi6RsW0WW48rCMbQAzOIqryodNosP2RERERERENHWcmUj0GSAIwggAWCyWGfdlsViUY/86DQK7u7tfcHbM29v7AIAVBoNBGBwcfAzAmxPraLVaZWNjY9x0xyiRSMwAIIritP5gUlRUdGnevHnDHR0dypaWlgxn9bZu3Xpvd3e3HAD8/PyOTW+0ty9BEPD3z0mx4a9mXO4DUv9shqccGDIDprEvxUeXC/iXZdP7u9ad75txoOna8qcOWPDUgSsf/zZbgoeWcuYjERERERHRbODMRKLPALlc3gkABoNBqtVqlTPpy83NrQoAhoaGkJGR8fjE41lZWVsqKipynbX38fF5QaVSiQBQXV39slar9ZhYp729/aO+vj6Ht0m7QqlU6sfGOO1bpaOjo3cCQGNjo3d6evobE49rtVpVdXX1OwCgUCjg5+f3veme63YW7iWg7EEpnkkREK8GTCLgpbCup/hungRvb532y0xERERERERzgDMTiT4D3N3ddwP44ujoKFpbW3fl5OR8QyqVVgOAIAim/Px8x/eROuDl5fW6Uql8fHh4GCUlJa+np6cv8vT0/C0Aoa+v7/Hy8vIHZDKZxd3dXTAYDNdMBysoKNClpqa+d+zYsfuam5s9pVJpc0ZGxn+4ubntMJlMcR0dHS+ePXt2lZ+fn0mn003rPcrb27sCQGRTU5N6w4YNr3h6er4tkUhax653JD8//7r3vQYGBj4YFBTU3tHRoTx27Ni3kpKSEv39/V+SSqUNQ0NDubW1tS82NDT4AMCKFSs+LCoqujSdsX4WeCsFvJQuxUvpU2tX97XJX/79n+ePMCIiIiIiopuNv4kRfQbs2bPnd+Hh4T9vbm72PH369AYAZ23HFi9eXAtgoat9FRUV1aWlpf36yJEjX+vv75ccOnToMQCP2Y67ubkhNTX1W2VlZT8xGAwOp50dPXr0/sTExCUVFRVLGhoafBoaGn5ufzwiIqIvPDw8/+jRo1+a8sUC8Pf3f0alUuUYjUbh4MGD/wbg32zH1q1b9z8AHr5eHwUFBX3Z2dkZJSUl+20dP1QAACAASURBVLq6uhQlJSUZAK655XnFihUnjh8/ftd0xklERERERET0acPbnIk+I5YtW5a4fPnyksDAwBG5fNKNlK/r0KFDj9xxxx3fnj9/frebmxtkMhn8/PxMS5curdywYUPG3r17f3a9PsrLy5emp6e/FhkZ2efm5gaFQoF58+YNJScnFy9btixEEITh6Y6vuLj4TFpa2p3x8fF1Pj4+Zql0erfS7tix40hKSkrQmjVrPgwPDx9QqVSiTCaDj4+POS4uriEjI+PrpaWlKdMdJxEREREREdGnjSCK3OWSiOg2wTf0WXCqTUTyH83A09bQnT8niYiIiIjoFnFL7CzJmYlERERERERERETkEoaJRERERERERERE5BKGiUREREREREREROQSholERERERERERETkEoaJRERERERERERE5BKGiUREREREREREROQSholERERERERERETkEoaJRERERERERERE5BKGiUREREREREREROQSholERERERERERETkEoaJRERERERERERE5BKGiURERBOc/JJ0rodARERERER0SxJEUZzrMRAR0ezgG/osEgQBAMCfk0REREREdIsQ5noAAGcmEhERERERERERkYsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUtkcz0AIiKiW8mpNnGuh0BERERERHTL4sxEIiKiCZL/aJ7rIRAREREREd2SGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUsYJhIREREREREREZFLGCYSERERERERERGRSxgmEhERERERERERkUtkcz0AIiK6vfUPi3j1pAX/qBZR3w+oZMCKIAFfXy7gnrjp/U3LIoo40CjiZBtwqk3EyTYRdf3WY29vkeDRFfxbGRERERER0Y3A37aI6FMhOzs7TRAEURAEMSMj44lbtU+6WtOAiBW/N+OlYyIu9ABSAegfAfY2iLg334Kv7zZPq9/+YSDjXQu++4kF71VfCRKJiIiIiIjoxmKYSEREN4QoirjnIzMu9wHR3sDhL0gx8C0ZBh6X4tUNEkgE4JdnRLxz1jKt/j3kQHo48ORqAX/WSBDsMcsXQERERERERNfgbc5ERHRDfFgj4ngrIBGA9++SYkWQAABwkwl4eo2AlkERb5SIePawBV9eIkAhFVzu20cJ9D8uhUS40uZ7B6cXShIREREREZHrGCYS0afCjh07DgFwPW2aoz7pij+dFwEAW6KE8SDR3lNJEvy0xIy2Qettz9nzXX8pBEHgC0dERERERDQHeJszERHdEPsbrWFiVrTj2C/MS8CSAOvzvQ3izRoWERERERERzQDDRCK6KXJzc6PlcrkoCIKYmpr67mR1NRpNlK3u2rVr/w5cf7OUvLw8aVpa2q/mz5/f5eXlZZZKpaK7u7slICBgZOHChe1r1659Lzc3d6F9G1c3YMnIyPh2XFxco6+vr0kul4seHh6WyMjI3tTU1L9ptVqVs3a2vtevX/+bvLw8Yd26dX8MCwvTu7m5iW5ubmJERER/WlraL6//2fv06RgU0WW0Pl/i77xegr81aKzsvgmDIiIiIiIiohnjbc5EdFMUFRXVxcbGttXU1AQ3NjbmTFZXp9O9YDKZIJFI4Ofn99z1+tZqtcrz5883Xrp0KdC+3Gg0CkajUd7d3R1UW1t7z4YNG2oAfM/VMefl5Unr6+vLysvLl9qXm0wmwWAw+DQ2Nt4XHBz8uZycnLXFxcVnnPUjiqLs/PnzrbW1tfPsy5uamryampoeWbVq1dLTp0+nuTquT4PWwSvPQz2d35Ac6mmrz5mJREREREREnwYME4nopgkJCflzTU3Nt5ubmz2zs7PTd+zYcdBRvebm5jsBICoqqqu4uPjc9frt6el5xxYkJiYmlgcFBb0ml8tPA5CNjo6uNBgMm5qbm/MAmKcy3tbW1l22IDE6Oro7JibmOaVSudNsNsd2dHQ8e/bs2bVtbW1uZ86cOaLVagMKCgqMjvq5cOHCAwMDA7LVq1fv8/f3f1UqlVYPDw/nnD9//tXW1lb3srKy9ZmZmdt27dq1fSrju5UNjl55rprkJ4372DH9yI0dDxEREREREc0OholEdNN4e3u/6Obm9u2hoSF0d3f/AEDmxDo5OTmrGxsbfQEgNDT0H67029XVtRkAYmNjW86ePbtswuFSAP871bHm5OQsLysrywCA+fPndy1ZsiQ0Pz/fFpHVAChOTU3987Fjx77Q2trq3tPT8xsADzjqS6fTydLT01/75JNPnrIrfisnJ2d/d3d3xcjICDo7O78LYM7DxBePWPDi0entivzdNQJeSpcCAOznGQrcKYWIiIiIiOi2wTUTieimKSgo6IuJiakBgIaGhg2O6vT09DwviiIUCgV8fHyue4szAIiiKAEANze3WVt5r7u7+yWz2TqRMTY29gt2QeK4o0ePfjE4OHgIAOrr6+9y1ldERET/hCARAFBcXHwuMjKyFQB6enoWzXTMhw4dwqFDh2ZUbhFFmEVM+2HjKb/y3DDhM2d/XoNprL5idsYPADW1NbPSjzOzNU6Ws5zlLGc5y1nOcpaznOUsn2r5rUAQRa5TRUQ3z6ZNm57ev3//qwCwZcuWz+/evftv9sdDQ0MNra2tqri4uIYLFy5E2cqzs7PTdu7ceXCsjyf37t37hu3Y6tWr958+fXqjQqFAcnLyL3x9ff+toKBgENcxWZ+xsbGtNTU1wfPmzRtqa2tzuslKcnLy7lOnTm2RSCTIzs4OKiws7LQdEwRBBICkpKQ9J0+e3Oqo/cqVK4+XlZWtCQwMHOno6FBeb8zXccu8oXcaRAT9whrG7vgnCbLmO/7b1f35ZrxbJUITI6Bgm3RG54z+tQn1/cDbWyR4dMX0/1Z2qk1E8h/NwNPWRJQ/J4mIiIiI6BZxS9z3xZmJRHRTeXp6/sTb29sCAF1dXd+2P5aVlZXT2tqqAoDg4ODfudpncHDwl319fc0jIyM4fPjwv+7Zs0e/YMGCjjVr1hRv2bLloby8vCm/4er1el8A8PX17Zisnru7ewkAWCwWmEymlY7qKBSKJmftpVKpEQBMJtNt9X4c6C4gYCyCPTfJfNHKbmtQlzDJjs9ERERERER067itfnkloltffn6+ef78+WUAUFdXt9o+6Ovq6voeAHh4eIienp7/7WqfhYWF9WvXrl25dOnScyqVCsPDw7h06VLgyZMnsz/++OPfHjlyZCQ9Pf3NqYxzZGRECgAymczhpio2EolkPCqzWCyBTqq5svHLLfEXptm0KcJ6SbvrHM/sax4Qca7L+nxz5G13+URERERERLclholEdNMFBgb+BAB6e3ulg4ODj9nK6+rqUgFg/vz5lc52RnamuLi4vLy8fGlGRobb5s2bv5qSkvLBggUL2mUyGXp6emSHDh16LDU19a+u9qdQKMwAYDKZnN7iDAAWi0Vtey6RSDonq/tZ88XF1oBwV72IMx3XBoo/OWWBCCDEA9jEMJGIiIiIiOhTgWEiEd10u3fv/lNAQMAIAHR2dn4dALZs2fLVnp4eGQAEBQVNaRahvYKCguE9e/b877Fjx+6uqakJ3rJlS1JgYOAIAJw7d+5eV2959vT07AWAvr6+oMnqGQyG1QAgkUggk8lKpzvu29GdCwWkhAAWEbj7QzOOtVgDxWGTiNdOWvDGaevHL6yXQCG99mWJ/rUJwo9NeKjY8cTOvmERXYYrD8tYXjk4iqvKh01c85CIiIiIiGi2MEwkojkRFRV1EAAuXbq0WKvVqjo6Oh4HAD8/P5O7u/uvZus8xcXFJTExMUUAMDAwIDGbzVHXawMAarX6FAC0t7e7ZWVlZTir19TUlAYAwcHBBvvNVwgQBAF//5wU832Ay31A6p/N8PqpCZ4/M+OpAxZYRODR5QL+Zdn0fhTd+b4Zgb+48mgcsJY/dcByVflfLjBMJCIiIiIimi0ME4loTvj7+78EAAaDQRgYGHj28uXLSwEgOjr6eH5+/pTSn6ysrJzJjhsMhhgAkMlkkEgkra70qVarn5FKpRBFEbW1tX/Jy8u7ZqvhdevW/dG203NUVNQHUxnzZ0W4l4CyB6V4JkVAvBowiYCXwrqe4rt5Ery9dWY7OBMREREREdHNJZvrARDRZ9POnTv3hYeH65ubmz3Ly8uf1uv1EgAICAh4Zap9nTx58qPw8PChsLCwj728vD6Sy+XHBUEYHR0dXdnV1fVkRUXFMgBYsGBBfUFBwbArfRYXF5cnJSV9XFJSsrm2tjbIYrG0bd68+VmlUrnbbDYv7Ozs/MGZM2fWAUBISIhBrVY/PNVxf1Z4KwW8lC7FS+lTa1f3tcl/RO3/PH+EERERERER3Wz8TYyI5kxERERxc3PzvTqdTgoAwcHBxl27duVPoyuhubnZs7m5+U4AdzqqEBISYoiJicmcSqchISFZiYmJZeXl5UsvX74ccPny5V9MrBMcHDy0fPnydVPdMIaIiIiIiIjo04hhIhHNGT8/v2clEsm9FosFABAREbF3Ov0kJyfn9fX1Pdzd3b2ur69PrdfrFcPDw/Dw8LD4+/vrQkJCCtRq9SOuzkq0yc/PNwNIzMjI+HZzc/OTbW1toYODgxKlUin6+/v3h4WF7fT393+IQSIRERERERF9VgiiyIXpiYhuE3xDnwWn2kQk/9EMPC0HAPDnJBERERER3SKEuR4AwA1YiIiIiIiIiIiIyEUME4mIiIiIiIiIiMglDBOJiIiIiIiIiIjIJQwTiYiIiIiIiIiIyCUME4mIiIiIiIiIiMglDBOJiIiIiIiIiIjIJQwTiYiIiIiIiIiIyCUME4mIiIiIiIiIiMglDBOJiIiIiIiIiIjIJQwTiYiIiIiIiIiIyCUME4mIiCY4+SXpXA+BiIiIiIjoliSIojjXYyAiotnBN/RZJAgCAIA/J4mIiIiI6BYhzPUAAM5MJCIiIiIiIiIiIhcxTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpfI5noAREREt7RTNXM9AiIiIiKi20vSwrkeAc0Aw0QiIqLJJP/bXI+AiIiIiOj2cfLVuR4BzRBvcyYiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIilzBMJCIiIiIiIiIiIpcwTCQiIiIiIiIiIiKXMEwkIiIiIiIiIiIil8jmegBEREREREREREQ3RUMnsP0Y8HE5cKYOaO8FFDIgZh6Qswr4lgYIUU/ex9Eq4PV84NB5oHsA8PME1sUB39ICG5fMfIwDRuDNIuCDE8DFVmBoBJjnC9R1vA/gI4jbf+tSP8K2JwC8PvZRPcTt0TMf3CzOTMzKyspcsWJFSUhIiMHd3V2UyWSij4+POSQkxBAXF9eQmpr618zMzM/N1vluV1qt1is5OXlXcHCwUalUioIgiIIgiGvXrn3flfYJCQk1tjauPBISEmom6y8vL0/YsGHD67Gxsa1+fn4muVwuenl5mUNDQweXLVtWtnnz5n+ZyThSUlLyp/N5ulmys7PTbGPNyMh4Yq7HM1vS09PfjIqK6nV3d7dIJBJREAQxNja2da7HRURERERERHTDNHYB0Y8CT/4WKDhl/dhNARhHgLP1wCvvA0ueAPaVO+/jle3A+meA944Abb2AhxvQ1Q+8fxzY9Kz1+EycvAgs/ibwzJ+AExeBwSFALgPqOgDgLgDfd6kfYVs4gB/ObDCOzcrMxJSUlA9KSkruNJvNV5X39/dL+vv7VW1tbREA7h97CLNxzttVVVVVVU1NTcjNOp+Xl1els2M5OTlLKisrDzc0NPjYl+v1eoler3dvbW1dvnjx4u8CeOeGD3SWZWRkPLFv377XASArKyt9x44dh+Z6TDfL2rVr/3H8+PFtcz0OZ9avX/+bI0eOfBUARFHk+wURERERERE5J4z9eiu6EOKZLdZ/NauBhzYBm5dZZxWOjFpnKj72DnC5HbjrFaDq50Cw39XtPzoB/Psfrc8f2gT89z9bZwwOGIGfFQI/+Iv1eGIUkLt66tdS1Qxkvgj0DlrH9tIXgTWxgCAA/QbA50tZANa72NvPAXgCOA4gZeqDcW7GYWJaWtovTpw4cScA+Pn5mRctWvShl5fXu3K5vFQURY/h4eGN/f39eY2Njes7OjqUMx/y7SsrKyvHFiQmJiaeDQ0N/bpUKq0FAEEQ+l3pIyYmZuX8+fPdJ6tTW1t7oqqqKlIikUCtVv/AUZ3c3Nzo06dPl3R0dCjlcjmWLl162N/f/025XH5KFEUfo9GY29HR8WWZTGaY7FwRERH9iYmJi5wdd/W6aPZUVlbeBQCRkZF9cXFxD8nl8pMATIIgDM3x0IiIiIiIiIhuHD8PoPTHwPL5V5cr5NZbnIu+D6x8yhrc/WoX8Nz9V9d77m/Wf1Nigd9+80q5lwr4/j1AfSfwzm7g6d9PL0z86lvWIDF3FfDR9wCp9Moxb3dA3L4LwK7r9iNs+xyssxjfB3AWt1qYeO7cua8BgJ+fn2nt2rWxRUVFdROqlAJ4A7DOBpvp+W5nRqNxi+15RESEtrCwsHGqfRQUFAwAGHB2XKPRBNbV1UUCQFRUVHdxcfEZR/Xq6+t3dXR0KJVKJdLS0h7as2fP/02oUgIXpssKgiAWFha2T+ES6AbKzc2NHxgYkABAdHT0W7t27fpgrsdEREREREREdFP4eFwbJNqLDwfWLgL2VwAltVcfa+0Byi5bnz+R57j9t/OsYWJlo7X96gWuj+3AOeDwBUAqAd5+5OogcSqEbZ4A3gQwCOAJAF+ZXkfOzWjNxKysrMze3l4pACxYsGCvgyDxKnv37n1jJue73VksFi/b8+kEia7o6+t7YXh4GAAQGhr6N0d1MjMz76qsrIwFgBUrVnzgIEikTymLxTK+iqxUKu2cy7EQERERERER3XL8Pa3/2m6JtmnouvI8Psxx24UhgGwsBNzjcO6Wc3/6xPpvRiIQGTi1tld7EUAEgB9C3N4wk46cmVGYaDKZom3PZTJZ33T6cHWDC9uGHlFRUb0TjyUlJe0XBEFUq9UmAMjMzMxLSEio9fX1NSkUCjEgIGAkKSlpr0aj8be1yc3NjVm9evUnQUFBwwqFQvT09LQsXrz4cnZ2dtp0rsPe1q1bv5iQkFCjVqtNcrlcdHd3F8PCwvTJyck7NBrNPGfXdvjw4fHNTOw3KXF0zdPV0tJyHwAolUr4+Pg866hOe3v7c7Y6/v7+D8/WuW8ErVbrk5KS8kFERES/h4eHRS6Xi76+vqb4+Pi6zZs3P+qojSAIom29RADYuXPnQfvPt+3ryMn5vNasWVNk2yDH3d1djI6O7rnjjjsc3i4+oa3f2rVr34+MjOz19PS02DYpiouLa8zIyHjcWbuJX/sZGRnfWLRoUbOPj49ZKpW6tHHK+vXrfyMIgrhz587DtrJ9+/a9bn/djtpt2LDhR7Gxsa0+Pj5muVwuenh4WKKjo3vWr1//m7y8PKd/JsnMzNyWnJy823atUqlUdHd3t4SHh+uTk5N3azSaqIltbO8FtvUSgau/DyZ+L9iuydnYbdRqtUkQBDEpKWn/xGNRUVG99hsRbdy48aWYmJhOb29vs0QiEZcvX15qX3+6ryEAZGRkPB4fH19ve19QKpWiWq0ejYyM7E1KStqblZWVM1l7IiIiIiIiusFMZuvsQABYGnn1McFuSf+JQaONxQJYxn5FPTfFOWJHq6z/pi0GatuAB38KhHwFUN4HRH4N+PLPAGHb5FtFC9tWAngcwHkAP5naAFw3o9ucZTLZ+Gemq6trxiHcbLjjjju+f/To0f8cGRkZL+vu7pZ3d3dvio6OrtZqteEmkynp1KlTH3d3d8ttdUZHR4ULFy5ENzc3H8jOzl6/Y8eOY9M5f3Jy8o6SkpIsUbySb5hMJhiNRo+WlpYsX1/f5qysrLydO3cWz+Q6pyMnJ2d5fX29PwDExMTUFhYWdjuq19LSkgAAERERrfZ1tFqtqqCgwDidc+fl5ckBID8/f3Q67R3Jzs5eV1JSsq+rq0thX97X1yft6+uLqqqqenvlypUPlZaWrp2N85nNZnVZWVlrc3Ozh315fX29X319/Yvr1q1bdOTIkX921DYzMzPv1KlT23U63VXfc2ObFIVXV1f/dOXKlQ+UlpZOuo7B2rVr3ztx4sQ99l9fN4JGo4morKwsraur87cvN5lMwtj1fjUqKmqbRqNZUlhYeFWYuXXr1nv37Nnz7sQ+jUaj0Nzc7NHc3LzFz8+vJisrK2fnzp17buiFTMGKFStOnDlzJtnZ8Zm8hsnJyTtPnTqVObF8ZGREptPpfBobGzctW7bMD8BNf18gIiIiIiKiMW8VW3dolkiAB++4+liU3WzBykbHtzBfaLYGigDQopvauS+O/WrdMwCs/I51UxelHFAprLtO/34/AJyGsO1LELe/d017YZsEwK8ASAE8BnH7rOUvE80oTFQoFDt8fHzMfX190pqampDExMSK0NDQJ+YqIBgaGpKePHnyh0FBQQMLFy58UaVSfWQ2m8NbWlp+VlFRsaSurk4dHBz8u4aGBo3JZJKsX7/+bS8vr3cAmHp7e39w8uTJewcGBiSXL19+F0Dk9c43UVpa2q9OnTqVBQAhISGGuLi4l1Qq1XaLxTKvp6fnu2VlZTm9vb3SEydO5Gs0mvm2W5ltm6bodLrXjh49+gAA5ObmBtv6FQRhxPEZp6anp+eHlrEv6nnz5v3SUR2NRhPS3d2tAABfX9+K3Nzchc3Nze/V19cn9vf3S2UyGQIDA40REREHAgMDHywsLJz0Vtmuri5vf3//UVsA4+XlZQkODm4PCwv75f79+1+c7rVotVqf0tLSvV1dXQqZTIZly5YdCAgI+C+pVFo3NDSkqampeb6xsdG7rKwsJSUl5YPjx4/fZWubm5sbPDg4+LUDBw68CABbt279nFwuP2HXvcOZieXl5d8zGo2ylJSUD3x9fX8ikUhaDQbDF8rLy5/t6emRlZSUfCk3N/floqKiq3bIzsnJSTx69OgHer1e4ufnZ46Pj/+jt7f3byUSSf3o6GhKW1vbsxUVFQllZWVrUlNT/3r06NHPOzq/TqfzampquiciIqJ3wYIFP3RzcyuwWCwhIyMj113V1c/P77Hc3Nzvj46Ortm9e/dHALBx48ZnPTw8fj2xbl5enrSiouJsQ0ODr0KhQGJi4l61Wv1zmUxWZjab5/f29n67rKxMW19f76dUKk/AOn3aniUsLEwfFha2z9PTs0gul5+XSCTNJpNpaX9//wNVVVV363Q6WXl5+Yd5eXme+fn5IgDI5fLDubm5wc6+D4DZ+16YqKWlJbqvr2/BokWLmsLDw19UKpX7zGZzrMlkigBm9hpmZWXllJSUZAJAdHR0d3R09I+USuU+iUTSPzo6unx4eHhNe3v7fVKpdFpBPREREREREc2Cs3XAM3+yPv9GDrBkQiw0zxdYHg2cqQN+/CHwwAZr6GjvlfevPB+Ywq94QyPA8Fj297MiwFsFvPsUcHeK9bbpinrg4V8Axy8qAPwfhG2lELfXTOjlMQDJAP4Ecfs+108+dTMKE/Pz88X09PS3Dh069DgAVFRULKmoqNitVqtNgYGBrb6+vmVeXl7/UKlUv7cFBjeS0WhEWFjY4PLly8PGNiIBgGoAS6OionobGhp8Tpw4cZ+bm5uYnp6+bsLsw/tWrVp1sLS0NK22tjZCo9GEFRYWNrt6bq1W61VWVvYvABAcHGxcuXJlpN2svgsADtxxxx3PHjhw4IXe3l5pS0vLuwBSgSubpqxfv358N90bsWlJQ0PDVgDw8fExe3p6vu6ozujo6CrbrDeLxaI4fPhwVX9///h3h9lsRltbm6qtrS07KCioMScnJ624uPiUs3MaDAbBYDCMf53p9XpJTU1NSE1NzQuLFi362qJFixILCgqmGNcDnZ2df7DtDr527dq3Dh48+A27w9VarfbXAFoaGxu9S0tL78zNzY0pKiq6BFg/txkZGeOb1EgkEp0rn+++vj7Zpk2bHt6zZ8//2BX/MDMz89zu3bv/MTIyAp1O9yyAq8LAy5cv5+v1eom3t7dl7dq1yyaEjXUA/paUlLS/pKRk49mzZ+/TaDSPOZo1OjAwIImKitItXbo0pKCgYNh2rQAOXG/sY/Xbs7Ozxz/XEolkwNF1d3d3/66hocFXIpFg/fr139q7d+/PJox3X0ZGxpP79+//SXV1dfiWLVu+smfPnv+1Vdi9e/c/nV2hvQAAIABJREFUAPzDwTBqAHyQk5OT+Mknn5xpbW111+v1TwH4EWB9PwHQfqO/Dxzp6+uTLl68uLaysnLhhPECmNlr2NfX91VRFOHl5WVZsmRJxITZvRcA/A3Ad27g5REREREREX26/fgD4McfTV4n2Mk+I099DnjqLsfHbFp7gLteAQzD1hmHrzi86RB47j5g26vA2Xrg7leAl74IxIUBLT3AT/KBPx8E5DJg1ARIBMd9OGKxi8xEEfjpV4F7110pWxoFfPg9IPgregCeAJ6ENTy0EraFAvhPAH0AnnL9xNMzozUTAeDgwYPfSk9P/4m3t/f4DeM6nU5WXV0dceLEibyPP/74d4cPHx5JTU3982RrrM2WRYsWPWsXJI4LDQ3dCQAWiwWLFy/+xNFtzAEBAa8B1sDMaDTePZXz9vf3Pz84OCgAQHx8/HOOwqD9+/e/uHDhwjYAqKmpScnLy5vCV9bMZGZm3tXW1uYGAPPnzz+Zn59vdlTPYrGMzwQ7e/bsxv7+fsnSpUvPZWZmbtVoNJ6ZmZmbExMTKwCgo6NDWV5evs/R66pUKjtXrlx5dNOmTd/KyspK0Wg0ntnZ2cvS0tLeDAoKGgaAixcvhl28eHGKK5Ja1dXVZQJARERE/4QgEQBQUFAwGBcX9wgAjI6OQqfTvTyd89hbtGjR5QlBIgBg165d24ODg40A0N/ff9UswZycnCUXL16MAoBly5a9OXHWok1wcPCdSqUSBoNB0Ov1TzsbQ2xs7DftgsQbora29l4ASEhIqJwQJI7bu3fv61FRUT0A0NnZ+c2p9F9cXFweHh7eDAB9fX1T+j67USQSCaKiou50dGymr6EoijIAUKlUo9NdJsBVhw4dwqFDh1g+S+VERERERHTjTOn/5/ohoL3X8cPG2XH90OT99wwAmS8Cl9thDPcFCr8PuCkc1797rTVAFATgo5NA4pOA4j4g+lHgZ4VASiw67hibo+J71Qppk1/v6ZNXZjmqPYF/3nht/Xm+APDnsY+2TOjm5wC8AfwA4va2a04yy2Y0M9Hmk08++Y5Wq32+v7//xa6urs+1t7dH9vT0jPet0+lkx44d+0JsbOzGvLy86NlcN8+eXC6Hu7v7LxwdUyqVFQDuAwAfH5+/OqqjUCjGZ3iZTKYp7N8N9PX1ZQCASqUSPT09f+ys3rx5896vqan5ul6vF0ZGRrJxk9ZI6+zs/Hfb88DAQKfBmiiK4+tImkwmJCQkXCwvL19qV2UvgMRly5adKS8vX9bc3OwZExPzXwC+a99PaWlpqoPuywF8U6PRPF9eXn6psbHRu7q6OiIjI+PJvXv3Opwp6Uhubm6MbVZiSEiI06m7u3fv/qu/v//ve3p65DqdbsbrJvr7++9wdszb27u7ra0tfGhoyMe+fHBw8CsWiwWCIMDDw+NvjjbgsVGr1YbW1lb3gYGB9Y6Oe3p6irt37/7T9K/g+nJzcxNsn1sfH5/9k43X29u7HoBap9PFTDyWl5cn7e3tfaOtre2erq6uwMHBQeno6LXf9nq9/pqNWOZCcHDwYHFx8TlHx2b6Gnp4eBwAcGdHR4dy1apVh4KDg79UVFRUN/tXAaSlOV66luXTKyciIiIiohtnSv8/f/7z1ocjwjbrv+L2qZ+3bxDIehGoaAAiA6A6+JIttHM+nmfuAbYsB365Ezhx0Xo7c7g/cM864Bs5CNK8ZK0XG3L967IvD/kd0Nxj3RFaInFWf2yXFrvlxoRtdwDYBuAcgN9D2OY5oY0tGRXsjg1B3O5089nrmZUwERi/VffJsQdyc3OjBwcHH25vb//n6urqSFEUcfHixVA/P7/tAPJm67z23N3dzc5mbUkkkvHZijKZrMpRnYKCAp0wtjuPxWLxcFTHGYPBEAwAarV6cLJbulUq1ScAvg4AIyMjy3ETwsS8vDzp5cuXkwDrWo67du1yOjdYIpGMz6gUBAGRkZFfdFQvPDz8/nPnzp23WCzo6uq6BxPCxMkUFhZ2Z2ZmfrGxsbEAADo6Or4GwOUwcXR0dHyTDHd39xOT1VWr1d09PT3Bg4ODfq7274xcLr/k7JhUKh0GAJPJJLcvNxqNywBAFEXY76Q8mZGREX9H5T4+PgbXRzs9w8PDG23PDx8+/K8A/vV6bYxGo8r+Y41GE1JRUXG+oaHBx1kbm9HRUbdpDXSWeXp69jg7NtPXcO/eva8vXLjwu7W1tfNKS0vXSySSyxEREQOBgYEV3t7ehZ6enj9zNJuaiIiIiIiIbqDBISD3P4FTtUCwL7DneSAy8LrNAABrYq2PiUZN1oARAFLjpjaeJZHWMNG1e1jtc6doWw8Aeq+tOi4SgO13z/8H4HdTG+AVsxYmTjQ28+Y/APzHxo0bXzp48OAzY4Fi9o06p2TiwpdOCIJw3ZmRoihO6RZwk8mkAAC5XD7pBhESiaTD9txsNjsMjWabXq9/sq+vTwoAkZGRuyarK5PJxgMzLy8vi7P1EIuKii7MmzdvuKOjQ9nb2xvsqM5kdu3aVRgQEDDa3d0t1+l0EzfwmJTFYlHbnkskEqchEADIZDIjAIyMjCgmq+cKQRBcSe2v+rYfHR29bqA2kcVicThWqVQ67b8auMpsNjuddTdJm6u+V+rq6vY1NDT4CIKAhISEqsDAwN8rlcpPJBJJkyAIRgC4dOnSsQsXLkRbLJYbvvSBK6RSqdPv29l4DePj4xeo1eq/19TUbNXpdNKmpiavpqamVACpKpXqh6tXr/4kJCREU1BQMDiN4RMREREREdFUGIeBvP8CjlQB/l7WIDE2dOb9bj8G9BkALxWQlzS1tpsTgV1l1l2dLZZrN3exih/7t36GI52RGxYm2jtw4MD3Fy5c+HBtbW2QTqeTaTSaCNtOxgAskzYeM9Vw72aTyWQjADA6OjppaGWxWMZjbqlUes26ijdCe3v7o4A1bFWr1d+frG5xcXGJSqXC0NAQPDw8hiarq1QqhwEoR0ZG5JPVc0alUg0BkA8PD08p6LMPEO2DRUdMJpMKABQKxQ3ZBfh6ZDKZAQBUKhUMBsNNWyNzuiQSyfhfMbZs2fL53bt3/20q7TUaTWB1dXUcAKxYseLw6dOnHc7Ljo2NnfGMREEQXHrvsO1gPl2z8RqOhYQ5gHV3Z71ef49Op9tYX18fYzAYhNOnT29ctGjRBVy7MzYRERERERHNppFR6yYq+yqs6xruevbanZuno7MP+O4frM+/kQN4qiavP9Hn04D/+AvQowd+vx94KOPq49b1Ib8w9lHReLm4/XeYbJahsO15AM8BqIe4PXpqg3LspgV0Xl5el23P7QMgQRD67Mq9nLU3Go2+zo7dCtzd3dsAoKenx2OyjVWMRuMG23OFQlF2o8el0Wj8L126tAAAoqOjO51tHmEvKCioFwD0ev2kgc/Q0JAbACiVymmtgWkwGFRj7acU9Mnl8pO229GNRmPyZHV1Op0/AHh4eEx5x+jZ4ObmVgVYdxrPzs5On4sxTIVCoRjfmMhgMGROtf3IyMhWk8k6gdLf3/+nzur19PTMeFauIAjjt31rtVqHt7FrtVrl4ODgjGY/zvZruHPnzuLDhw9/tbKycuGmTZv8Fy1a1AgA1dXV4ZmZmZqZ9k9EREREREROmM3AF18HdpRaZw8W/wewagpbZrT3At/7I3C6Fhgei0KGR4EPTwDrnwHqO4FlUcCz9zluH/2IdY3Hh35+7bHIQGsICQBP/C/w9yOAaWzv3HMNwJ0vA9adnHsxhaXiboSbFiYODQ3NAwCpVAqpVFptK5dKpZekUqmtznJHbTUaTVhra+uM17y7kXx8fD4GAKPRKOj1+u84q9fe3n43YN1MQ6FQ7LzR4+rv739heNi6jGRoaOhfXGkTEhKyHwAGBgYkzsKTnJycxK6uLgUA+Pn5NTqqM5nMzMy7bJv0+Pn5NUylbVFR0aXAwMBhAGhpaclwVm/r1q33dnd3y8fOcdXu3YIgjM+6tN90ZrZ5eXm9Yws+Ozs7f3ijzjNbduzYcSwgIGAUAJqamv5pqu0nrDXq8PO6ZcuWh3p6epx+zgVBGF/3NC8vz2k9+zUsh4eHHX4dGAyGx2zh5nTdyNewoKBAFxkZOb7z8/Dw8C0fOBMREREREX1qHb4A/GMsHhg1A3e9AgR/xfEj+elr2xtHgP/eDqx+GlB9HlA/CHh8Abjrv623J6fEWm+ZdpvmSmuv/DOgWW29VfreHwNeDwC+XwKWPgEcvwhY1zy8B+L25umdYHbMKEzMysratGrVqoO5ubnX7OZqb+vWrffX1tZGA0BERER3QUGB0XasoKDAOG/evEEAaGpqynI0q6+pqalgZGRO7lJ1mbe39wuenp4iAFRVVb3gaKbUpk2bnqmpqQkBgIULFx6fbKOW2dLc3Hw/ALi5ucHHx+d5V9qo1eqn3dyskxLr6+t/76hOQ0PDe6JoHX5gYOBv7I/l5OQkThYCaTSaeZWVlX+wfRwUFORwB+7JREdH7wSAxsZG7/T09DcmHtdqtarq6up3AEChUMDPz+979sdlMtn4+gImkyl+YvvZUlxcfGrRokUNAFBeXr5x8+bNX5usfnZ29jqtVut0hu7NEBsb+x4ANDQ0+KSkpHw4WV2NRhOSk5Mz/kcAhUIxviGOTqd72EF9/8rKyrcm61Mmk7XYnptMJod/YAAAlUr1vu0PEV1dXde8y2u1Wq/q6uoXJzuXK2b6GmZlZW3Jy8tzOjtyeHh4fCENqVTaNNPxEhERERERkRMWuxhmaMQ609DZo7P/2vaB3sDz9wMbEqybtgwOWddc3LIM+O03gCMvA4FTXnb/CrkMyH8G+J/HgLTFgJscGBoFFgQDj+UAQCLE7R9P/wSzY0ZrJoqi6FNaWpoml8tr4+PjGwICAord3d0LZTLZeQCSkZGRFJ1O9/C5c+c2jI6OQiKRICYm5pmJ/URGRha2tLTc19zc7Onl5VWbmZn5TZlMdm5kZCS9ubn5haqqqvl+fn4mnU53U9Z4nI6CgoKBtLS0Xx8+fPiR1tZW97KyssZNmzb9p0ql2m6xWOb19PR898yZMxoA8PX1NYeGhjqZ8zp7cnJyltTX1wcAQExMTHVBQYFLt/oWFRXVrF279h/Hjx//pwsXLkQnJCTUhoWFPSOXy4+Pjo4mNzc3v3z+/PkFALBgwYL2ffv2/di+vU6ne/HixYuapKSkQ97e3h8plcqDEomky2Qyxej1+gerqqoesM0YjI+Pv7x37943p3ptgYGBDwYFBbV3dHQojx079q2kpKREf3//l6RSacPQ0FBubW3ti7bdhFesWPFhUVHRVTsxy+XyvW5ubhgaGkJ9ff1zWVlZVXK5/CSAEUEQLPn5+dO6dduR+fPna1tbW8v6+/sln3zyya9WrFjxcEBAwC8UCsURADCZTAmDg4Pajo4OzaVLl4KzsrLicGWHpZvO39//oejo6Oy6ujr1iRMnPhcXF9cYGhr6lpubW6EgCANmszlmaGgos7u7+85Lly7FJyUlvQbgDAAUFxefiYyM7G9sbPQ+c+bMpuTk5J1qtfoVqVTaYjAY7quurv73trY2VUBAwGhXV5fDwFmlUn0kCMJ/iqKIhoaGP2ZnZz8ok8nKAVjsX5vCwsLGuLi4purq6vCzZ8+mrFmzpsjf3/9ZQRD6jUbjPRcvXvyeTqdzV6lUMBqNjk7lspm8ho2Njb9sb2+PWrVq1TEfH58P3dzc9guC0GU2mxf19/d/9ezZs/cC1vcFd3f3/5nRQImIiIiIiD5rxO2u171j6dTqT+ThBjx3v/UxHXW/un4dQQC+stn6mOjNf5n6xivi9ucBPD/ldpOYUTgnCIJeJpNhdHQUVVVVkVVVVY8AeMRRXZVKhaSkpNc+/vjjX0885u/v/2BkZGRWQ0ODz4ULF+ZfuHChwO4cSEpKKtLr9XE6nW4KN7LffIcOHXo0OTk5uqSkJKu5udmjubn5ZQAv29fx9fU1r1mzJs9uA5obpqen5yXb5hPz5s2bdDbYRMeOHbtn5cqVx8vKytacP38+5vz583+dWCc6OronLi5utZNzy3t6ejYB2OTsHAkJCRfnz5+/cirjsikoKOjLzs7OKCkp2dfV1aUoKSnJAHDNra4rVqw4cfz48bsctB9euXLlsbKysrW1tbXzamtrx5N9Pz8/M2Zxc6Li4uLyrKysrLKysoKOjg7lmTNnkgH81lHdsR3J53Qabn5+/qhGo0mQy+UlFy9eDKuurg6vrq6+5mvZxv6WcQCIj4//cldX13aj0SicOnUqE0CmXV0kJyd/NDAwsKSrq8vh93NxcXF5fHx8Q1VVVWRlZWVcZWXlcduxyMjIPgDj66fOnz///ra2toP9/f2SkydP5mBskxMAUCqVWLdu3XfKyspeNRqNM1o3caavYU9Pj6ynpycNgMMNaTw8PMTVq1c/bD9rm4iIiIiIiOhWNKPAZOfOnXs0Gk14f3//0729vVt0Ol10b2+vu9FoFKRSKVQqlUWtVvcGBgYeDQgIeKqoqOiCo34KCgqGtVrt/MDAwPcaGhrSdTqdQqlUikFBQd1RUVGv7Nu378cJCQk1MxnrzXLy5MnsrVu3PtDc3PxCW1tb9MDAgFQmk0GtVhtCQ0MPBgUFfbmwsLD9ZoylsbExE7AGmB4eHg5W95xcaWlpSkZGxpNNTU3faW9vDxkcHJS4ubmJgYGBPWFhYe/6+fl9Mz8/3zyxna+v74/WrFkj1el0q3p7ewMNBoPcaDQKCoUC3t7ew4GBgZeCg4Nf3bNnz+9mcn07duw4otVqgzo7O/+vpaUlo7u723N0dFTw8PAwBwcHN4eFhb388ccf/9JZ+/Dw8DSlUvluY2NjVnd3t8fIyAhst27Ptp07d+7RarU+vb29P2tra7uzs7Mz0GAwSARBgKenp0mtVncHBQXt8PX1/a+ioqK6GzKIKRj7Gg3PyMh4sq2t7Rvt7e2Rer1eZjab4e7ubvHz8xuYN2/eUT8/v9d27ty5x77trl27PsjKytrc2Nj4m6ampmiDwSDx8PCwBAUFtUdERLy6d+/eN673/bxw4cJlnp6e7zc1NaXqdDo3Z8sc7Nix40hOTk5KY2PjH5qammL1er3U09PTHBoaWhcREfHozp0796jV6ldn43My3dcwKirqTrVa/c2enp6tOp0uVK/XKwwGg0SpVIpqtXowODj4RFBQ0CNFRUWfivc4IiIiIiIi+mwTblR4QkRENx3f0GeRbeMdEXfP8UiIiIiIiG4jJ18FkhbO9Sg+ra7ZZ2Qu3LTdnImIiIiIiIiIiOjTjWEiERERERERERERuYRhIhERERER0f9v787DZKvqc49/XwYRFTXggIDihBMOCEJEhShIeK4ioAIiEuP03IhGjcYhToliVNToFSPovRElV1BBUbmKMREDCgEikxOD4gAyOiECgoy/+8deRRdNVffuPn26Tnd/P89Tz66999q7V/WqdTjnZa29JElSL4aJkiRJkiRJknoxTJQkSZIkSZLUi2GiJEmSJEmSpF4MEyVJkiRJkiT1YpgoSZIkSZIkqRfDREmSJEmSJEm9GCZKkiRJkiRJ6mWdSVdAkqQ12unvn3QNJEmSJGmNkaqadB0kSQvDP9AXUBIA/O+kJEmSpDVEJl0BcJqzJEmSJEmSpJ4MEyVJkiRJkiT1YpgoSZIkSZIkqRfDREmSJEmSJEm9GCZKkiRJkiRJ6sUwUZIkSZIkSVIvhomSJEmSJEmSejFMlCRJkiRJktSLYaIkSZIkSZKkXgwTJUmSJEmSJPVimChJkiRJkiSpF8NESZIkSZIkSb0YJkqSJEmSJEnqxTBRkiRJkiRJUi+GiZIkSZIkSZJ6MUyUJEmSJEmS1IthoiRJkiRJkqReDBMlSZIkSZIk9WKYKEmSJEmSJKkXw0RJkiRJkiRJvRgmSpIkSZIkSerFMFGSJEmSJElSL4aJkiRJkiRJknoxTJQkSZIkSZLUi2GiJEmSJEmSpF4MEyVJkiRJkiT1YpgoSZIkSZIkqRfDREmSJEmSJEm9GCZKkiRJkiRJ6sUwUZIkSZIkSVIvhomSJEmSJEmSelln0hWQJK26JEduvfXWk67GsrTNNttMugqSJEmSxFlnnXVkVb1g0vVIVU26DpKkVZTkSOARk67HMjP4fZ4/0VpoMdjWK4dtvXLY1iuL7b1y2NYrh2092vmGiZIkraGSnAlQVQ5NXOZs65XDtl45bOuVxfZeOWzrlcO2XrP5zERJkiRJkiRJvRgmSpIkSZIkSerFMFGSJEmSJElSL4aJkiRJkiRJknoxTJQkSZIkSZLUi6s5S5IkSZIkSerFkYmSJEmSJEmSejFMlCRJkiRJktSLYaIkSZIkSZKkXgwTJUmSJEmSJPVimChJkiRJkiSpF8NESZIkSZIkSb0YJkqSNCTJfklOSvL7JNcmOSPJK5P438xlJMnhSWqG1/mTrqP6S/LwJK9JckSS85Pc2tpxrx7X2ueXkPm0tf196UmybpKdk3wwyWlJLk9yY5JLk3whyVNnud5+vYTMt73t20tTklclOTrJeUl+m+SmJL9OcnyS/ZNkzHVrtX58RuvXv2/9/PmL/RkE60y6ApIkrSmSHAK8Avgj8E3gJmBn4KPAzkn2rqpbJlhFLbz/An4y4vjli10RrZIDgNfM9SL7/JI0r7Zu7O9Lx58B32jvrwDOBP4APAp4LvDcJO+qqr+ffqH9ekmad3s39u2l5U3AfYAfAqfQtfXmwE50fXWvJM+pqlsHFyRZG/gisDtwNfAfwHqt/GeSbF9Vr17UT7HCGSZKkgQkeS7dPz6uAHasqgva8fsCJwDPBv4aOHhildTq8ImqOnzSldAq+yHwAeAMun+EHkb3j9Ox7PNL1pzbeoj9fem4FTgGOLiqTho+keR5wJHA25OcUFUnDJ2zXy9N82rvIfbtpWVf4Oyq+sPwwSRb0v0PgD2AvwQ+NXT6b+iCxHOBnarql+2aLYCTgFcl+WZVHbsI9RdOc5YkaeDNbfumwT8+ANpfVg5ou3/nFClpzVNVn6iqN1bV0VX1056X2eeXoHm2tZaYqvrPqtprerDUzh0FHN5295922n69BK1Ce2sJqqqTpweJ7fg5wCFtd5fB8TYq8Y1t94BBkNiuuYBupCPAW1dPjTWKf4hKkla8JJsB2wA3Ap+ffr6qvgVcCmwMPHFxaydpodnnpSXv7LbdbHDAfr2s3aG9tWzd3LZ/HDq2Pd206Euq6tsjrvk83eMMtk2y6WqunxqnOUuSBI9v23Oq6voxZU4HNm1lT1mUWmkxPC3JY4G7Ab8ETga+MfycHi1L9vmVyf6+fGzRtsPPxLNfL1+j2nuYfXsZSPIg4OVt9ytDpwZ9+/RR11XVdUnOAbZqr0tXWyV1G8NESZLgQW170QxlfjGtrJaHF444dm6SfavqB4teGy0W+/zKZH9fBpJsDLyo7R4zdMp+vQzN0N7D7NtLUJIX0z3zdl26UadPops9+96q+tJQ0b59eyvs24vGac6SJHX/Jxu61eTGubZtN1jNddHi+C7wamBLuvbfBNgN+B7d6pHHO1VmWbPPryz292UiyTrAEcA9gG9W1fDoJfv1MjNLe4N9e6l7Mt1CK/sBO7ZjbwcOnFbOvr0GMkyUJAnStjXRWmjRVNWHq+qfq+rcqvpDVV1eVccB2wGn0T2b580z30VLmH1+BbG/LysfB3YGLuaOi3HYr5efmdrbvr3EVdXLqirAXegC4Q8D7wBOS7LJUFH79hrIMFGSJLimbe82Q5nBuWtmKKMlrqpuBN7bdp8xybpotbLPy/6+xCQ5GHgpcAWwc1VdMa2I/XoZ6dHeY9m3l5aqur4Fwm+gC38fB3x0qIh9ew1kmChJElzYtpvPUOb+08pq+Tq/bZ0atXxd2Lb2ednfl4AkH6SbzvprumDpghHFLmxb+/US17O9Z2PfXpo+1bbPSrJue39h29q31yCGiZIkwdltu2WS9ceU2XZaWS1fG7XttTOW0lJmn9eA/X0Nl+T9wOuA3wK7VNW5Y4rar5eBObT3bOzbS9NVwM10iwVv2I6d1bbbjrogyV2AR7dd+/YiMUyUJK14VXUx3V9U7gTsPf18kj+jW2XuCuDUxa2dJmCftj19orXQamOf1xD7+xosyUHAG4Df0QVL3xtX1n699M2lvXuwby9NO9IFiVcBv2nHTgV+BWyWZMcR1+xNtyL06VV16aLUUoaJkiQ1g2frvC/JQwcHk9wHOLTtHlRVty56zbSgkmyVZLcka087vk6S19FNrQL4X4tfOy0i+/wKYH9fupK8C3gTXaiwS1X1GXFkv16i5tre9u2lKckOSV6QZL0R554MHNZ2D6uqWwDa9gPt+Mdafx5cswVwUNt99+qruaZLlQviSJIEkORQ4ADgj8DxwE10qwjeHfgysNfgLzZaupLsCXwJuBL4MXAJsAHwGGAT4FbgzVX1/olVUnOSZGumggKAR9G16QV07QxAVT1x2nX2+SVmrm1tf1+akuwOHNt2zwDOGVP0/Ko6aPiA/XrpmU9727eXpiQvonsu4lV0I4mvoGu3h9D9eQ5wHLB3VV0/dN3adO39LOBq4Jt0oxGfDtwZ+OeqGgTIWgSGiZIkDUmyH/BKur+Mrk33AO9PAh9zJMPykORBwGuA7ege5r0RUHT/EDkJOKSqzpxcDTVXSZ4KnDBbuarKiGvt80vIXNva/r40DQUOs/lWVT11xPX26yVkPu1t316aWru9GNgBeChwLyB0oeIZwBFV9eUx164FvKJd/wjgFuD7wKFV9ZnVX3sNM0yUJEmSJEmS1IvPTJQkSZIkSZLUi2GiJEmSJEmSpF4MEyVJkiRJkiT1YpgoSZIkSZIkqRfDREmSJEmSJEm9GCZKkiRJkiRJ6sUwUZIkSZIkSVIvhomSJEmSJEmSejFMlCRJkiRJktSLYaIkSZIkSZKkXgwTJUmSJEmSJPVimChJkiTpNklemKSSfHmGMg9S9hB7AAAOoUlEQVRL8qEkZye5KsmNSS5r+0cleUWSLcdce2G7/4k961PtdXjP8p8auubIntccPnTN8OvGJJcn+XqSlyS5U5/7rUmSvKN9lgsnXZfpkqyV5LxWv20nXR9JUj+GiZIkSZIASLIecGDbfdeYMq8Ffgi8FtgKuAewLnC/tr8PcEgrs6iSrA88Z+jQnkk2WIVbrgtsDOwKHAackuTeq3A/DamqW4F3t92DJlkXSVJ/homSJEmSBv4a2Bw4rqrOnH4yyf7Ah+hCtouAvwEeD9wb2BR4GvAPTCBIbPYA7j60fxduHy72scHQayO6z3RiO7cN0Gu0o3r7LPBTYKcku066MpKk2RkmSpIkSSLJOsDr2+5HxxQbjCL7OfD4qjq4qr5bVb+pqsuq6sSqOrCqHkMXwi22/dv2Z8B50471UlXXDr2urKoTgT8Hzm9Fdkmy3YLUVlTVLcDH2u5bJlkXSVI/homSJEmSAHanm9L7a+D46SeTPAx4QNv9RFX9bqabtRBu0bTpx4ORbUcyNYJwpySbrMq9q+ombj8Nd+dVuZ/u4CiggB3b90yStAYzTJQkSdKyNbSwxoltf/skX2yLalyX5AdJXp1k7aFrNktycJKfJLk+yaVJPpbkXj1+3jZJDkvy03b/q5OcleTvk9x9hus2TfLyJF9NcnGSG5Jc2xanOCTJQ2e49qlDC4Y8MMndk7w7yY9a/X+b5CtJnjhL9V/WtkdX1c0jzg9//qtnudckPB9Yp70fhIlF92+e/Rbg/ucMvd+szwVJnjnUNo+Zpewzhso+duh4kvxpkvck+e8kv0tyU2vXb7fv7/rz+UBJXjT4mbOUGyya844ZytwzyduTfCfJle07fFGS/5tkq5nuX1WXACe13ZfO+YNIkhaVYaIkSZJWhCQvoQssnk03Am994NHAwcAnW5ltgDOBVwMPAe4MbAK8HDhpXCDYAp/3AacDLwEe3O6/Ad0zBd8J/CDJI8dU74d0Uz2fSRdU3Qm4K/AI4BXA95Ps3uNjbtrq/xbgYa3+GwK7Ad9O8owx9d+AbiovwL+PufeVQ+/XxJF5g+nMZ1TVj6rqQuCUduwvFuD+twy9T89r/h34TXs/W6A5OP/Dqvr+0PHdgdOANwPbAfekC003BHag+/5OdGGYJDsAF9At3rMt8Cd03+EH0P3uz0zyqlluM/je7bW66ilJWhiGiZIkSVoJtqAL674OPJlulN2jgS+28y9MsjdwDF34sydwX7rFSAarGz8CeOuY+78TeCNdyHT40M/YhC4k+jldsPLVMasL/wR4H7AL8Kh27cOAvemCpPWBI5LMNiLu03Qh5EuB+wP3AfZtn2ld4F+SrDviuu2BwejMM8bc+0fApe39nkkOTbLFLPVZFG1q7LZt94ihU4P3jx0e7TdPw0HwZX0uaCM8j267z08yMoRMche67xzccYGXm4Fv0oXKTwIeSLfgzVbA24Dftvf/u0+dFlqSLemCwHsBP6AbIfoAusVrtqfrU2sBH0nyzBlu9Z22fXCSTVdfjSVJq8owUZIkSSvBJsBxwLOq6pSq+m1VnUMXtP2slfkM3eizJ1XVsVX1q6r6RVX9A1MBz19Ov3GS4ZDxbVX14qGfcXlVfZYuBPol3YjFV0y/R1VtW1V/V1XHV9V57doLquoLwFPoRlRuQDdCciYbATtU1Ser6pKq+nVVHQW8eOj3sMuI63Zo20ur6vJRN66qYmqBFoADgB8n+XmSo5L8bZJtxwVmI6yd5G6zvXreazDy8Bbgc0PHjwZubO/ntBDLsCRrAW8YOnTiHC4ffHc2p/sejLIHXQhcdKsb36aqjquqp1fVx6rq1Kq6qC14872qejewI13guOeEwt3/Qxd2fx/406r6XFVd3BavOa2q9gL+tZX9wAzfjzPoPj90n0mStIYyTJQkSdJK8foWiN2mLawxGJ24DvCuqvr9iGsHAdV9kzxg2rlX0v29+nzgPaN+cFVdwdQKyXN6fl9b7Xbw82ebXvyRqvrpiONfY2qa8rYjzj+qbX824txwXT4H7MPtR+Y9sB37J7rRZT9LckAL4GbyFOCaHq8ZtXDqBW33G1X1y6H6Xgn8W9vdr0edpt/7Tkm2Bo6lG/0HcFpVndz3HlV1Ct3IVBjf9oP6n1xVF82ljlV1LnA23ajYneZy7apqjwUYBKR/VVXXjyn6trZ9JFO/x9upqquY+o5uuWCVlCQtOMNESZIkrQQ/qapxQdnw8W+MKTMc0G087dwgwPkWcNcZRtid28o9Osmdpv+AJE9O8qkk5ye5JsmtQ4tjHNKKzbbS7cjnHVbVrUOf4b4jigyetzfjCs3tXp+nG2H5PLpp1dN/rw8EDgW+kKGFbVajpwAPau+nTxEePrYp8LTZbja0CEoBN9A9g3K3dvrHdJ97rj7TtvskWWf4RJKNmHpe5aj6D0LN/5nk60kua4ubDNdzEBAv9krIg+/+1cC5M3z3r6JbJRxgmxnuN/j+zbrYkSRpcgwTJUmStBJcMcO54dFU48oNl5m+cu4gwPkrZh5hd0wrtxbddOTbJPkQcDLwIuDhwN0YvcjHPcZ/DABGTlFurhtTf5gKb2YNEwGq6oaqOrqqXlhVD6FbDGQP4Cjg1lbs2cBrZ7jNt6oqs716VGcwffkPwJdGnP8KMBhtOp+FWK4DTqWb4r11Vf1iHvcYhIT3Yio4HNiH7nmWNwGfn35hkvsBZ9E9E3FX4H50i5uMMtv3Y6E9vG3vTvc7nun7PwisZ1oo5soeZSRJE2aYKEmSpJXgltmL3DaleDa3BVxJ7ko3PXqu1hu6x/5MhW4n0IVLj6QLnjZorwPa+dlG+s2p/gulqn5XVf+vqvYFnsPUs+/u8HzIhdRGeO7ddk8Dtkiy1fCLbuGcwarOz22Lncxkg6HXelV116p6UlV9sKr+MJ96VtV5dFOR4Y5TnQf7/9amZU/3abppvzcBH6QbXfkAuhWTB/X8r1Z2Pt/FVTGf8HK92YtIktZki/0fG0mSJGk5uZ5uJN5awGur6sPzuMdgUZWTgae3Kcm3k+TO869iL79p2w1X9UZVdWySrwHPBB6U5B5jnkO5EHajC9Wge57k2TOUhW7E5x5MW+RkWFVduzBVu4MjgccDeyS5S1Vd156/+eSh87eT5KFMPSfzlVX1L6NuPIeFaqar2YsA4//dOAhXv1dVI5+FOEeD79+vZywlSZooRyZKkiRJ89SCv8GCGY+f520e27ZfGBUkNo+e5737GoQ3fzJjqf7OGXo/20jAVTGfacvzuWYhfJYueL4bsHs7th/dSNFr6KZjT/fYofdHj7ppknWZ/7MS/zh0n1HT32nPeBz3DMPB8zIfPu76ORp8/wwTJWkNZpgoSZIkrZrBoi17JLnnPK4fTPscOYW5Tcvdcz4Vm4PB4jAPWaD7bda2NzE16nFBJdkQeEbb/XiPZy++r5XdJcl9VkedZlJVlwEntt0XTNt+ccxKyMNTgsdNcX82o5+D2cfwM0K3GFNmR8ZPTR589+8M7DvPOgDQ+s5gZOI5M5WVJE2WYaIkSZK0aj5CN+LsHsAn2kixkZKsnWR6YPfztt1tevnmn5i2YMtqcFLb3i/JpqMKJHlIkn9sId5Y7TmFz2m7J1bVTQtYz2H7MLUQydhpy0MGZdYBnr9aajS7wVTmXZM8lakRpyNXcWbquwHwrOknWyj6/lWoz3fpAl+YCjaH778e8N5xF1fVqcB/t933J5lxhGSSh89w+glMPc/zpBnKSZImzDBRkiRJWgVVdQ7wzrb7XODUJM9PsnmSeya5f5Kdk7wb+Al3XOF4sILv05J8ui0cslGS7ZIcRbf4ynmr+WOcytTiLduOKbM+8Fbg0iSfTfIXSR7V6nqvJE9IciDwbbqRarcA71iNdR5MV76EHuFTVX2Pqd/jpKY6HwPcQLd68+Ht2BXAf44pfwZT0+g/kuSA9r3aOMnz6Nrt3kNl5qQ9y/LYtvu3Sd6UZLPWnrsC3wIeytRq2KO8FLiWbir0d5K8PcnjkmyY5D5Jtk7y8iTHA6fPcJ/B9+5nVXXpfD6PJGlxuACLJEmStOreRTc68R3ANsBnZih7w7T999GNOnscsH97DfsicBxw2EJUdJSquibJfwD/A9gV+PKIYjcANzI1pXWmaa2/B15WVafMUGbekjwYeFLbPaqq+i4k8lngQGCbJI+oqvNXR/3GqarfJ/kqXei8eTv8uXGriFfVzUleBnwVuDtw6LQiNwIvpAucN2d+Xk+3CMz9gIPaa+Aauin2n2TMys1VdU6SnemC0s3ofr8HjvlZo1arHvjztj2md80lSRPhyERJkiRpFVXnH4FHAh8Gvg9cTTc673fAmcCH6EKb10+79lpgB7oQ56d0006vpFvd+aXAXnRB5eo2WCl4r7boxu1U1QV0o+D2BT4OfIfueYg30y3kcRlwPPBGYIuq+sJqrOtw4Pq5OVw3PB16UqMTp09pnil4pqqOB7YHvkT3vbgRuBg4AnhiVR21KpWpqouA7eja/xK679+lwL8C21TVuFGTw/f4Dt0iMK+i+w78qt3nOrrRuEfTLTbzwFHXt6n1O7bd1RaaS5IWRvr/TzxJkiRJy1ULEC8GNgaeWVVfm3CVtEIkeR3wQeCkqtpxtvKSpMlyZKIkSZIkqupm4ANt95WTrItWjiRr003TBnjPJOsiSerHkYmSJEmSgNtW7/0R3fP3nlBVZ064SlrmkuwPfBo4oap2mnR9JEmzc2SiJEmSJACq6gbg7W337ydZFy1/SdYC3tJ23zTJukiS+nNkoiRJkiRJkqReHJkoSZIkSZIkqRfDREmSJEmSJEm9GCZKkiRJkiRJ6sUwUZIkSZIkSVIvhomSJEmSJEmSejFMlCRJkiRJktSLYaIkSZIkSZKkXgwTJUmSJEmSJPVimChJkiRJkiSpF8NESZIkSZIkSb0YJkqSJEmSJEnqxTBRkiRJkiRJUi+GiZIkSZIkSZJ6MUyUJEmSJEmS1IthoiRJkiRJkqRe/j+ZV9gHZoEBsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 401,
       "width": 649
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values[:, :, \"POSITIVE\"].mean(0), order=shap.Explanation.argsort)"
   ]
  },
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